XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks

16 March 2016

Papers citing "XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks"

36 / 836 papers shown

Title
Deep Forest Zhi Zhou Ji Feng 18 1,003 0 28 Feb 2017
ShaResNet: reducing residual network parameter number by sharing weights Alexandre Boulch 34 26 0 28 Feb 2017
RNN Decoding of Linear Block Codes Eliya Nachmani Elad Marciano D. Burshtein Yair Be’ery AI4CE 80 87 0 24 Feb 2017
The Power of Sparsity in Convolutional Neural Networks Soravit Changpinyo Mark Sandler A. Zhmoginov 27 132 0 21 Feb 2017
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights Aojun Zhou Anbang Yao Yiwen Guo Lin Xu Yurong Chen MQ 337 1,049 0 10 Feb 2017
Deep Learning with Low Precision by Half-wave Gaussian Quantization Zhaowei Cai Xiaodong He Jian Sun Nuno Vasconcelos MQ 50 504 0 03 Feb 2017
Scaling Binarized Neural Networks on Reconfigurable Logic Nicholas J. Fraser Yaman Umuroglu Giulio Gambardella Michaela Blott Philip H. W. Leong Magnus Jahre K. Vissers MQ 20 57 0 12 Jan 2017
Two-Bit Networks for Deep Learning on Resource-Constrained Embedded Devices Wenjia Meng Zonghua Gu Ming Zhang Zhaohui Wu 29 36 0 02 Jan 2017
Hardware for Machine Learning: Challenges and Opportunities Vivienne Sze Yu-hsin Chen Joel S. Einer Amr Suleiman Zhengdong Zhang 27 77 0 22 Dec 2016
Wide-Slice Residual Networks for Food Recognition N. Martinel G. Foresti C. Micheloni 36 201 0 20 Dec 2016
Understanding the Impact of Precision Quantization on the Accuracy and Energy of Neural Networks S. Hashemi Nicholas Anthony Hokchhay Tann R. I. Bahar Sherief Reda MQ HAI 11 117 0 12 Dec 2016
Towards the Limit of Network Quantization Yoojin Choi Mostafa El-Khamy Jungwon Lee MQ 22 191 0 05 Dec 2016
Trained Ternary Quantization Chenzhuo Zhu Song Han Huizi Mao W. Dally MQ 92 1,035 0 04 Dec 2016
FINN: A Framework for Fast, Scalable Binarized Neural Network Inference Yaman Umuroglu Nicholas J. Fraser Giulio Gambardella Michaela Blott Philip H. W. Leong Magnus Jahre K. Vissers MQ 53 985 0 01 Dec 2016
Training Bit Fully Convolutional Network for Fast Semantic Segmentation He Wen Shuchang Zhou Zhe Liang Yuxiang Zhang Dieqiao Feng Xinyu Zhou Cong Yao MQ SSeg 42 10 0 01 Dec 2016
Deep Cuboid Detection: Beyond 2D Bounding Boxes Debidatta Dwibedi Tomasz Malisiewicz Vijay Badrinarayanan Andrew Rabinovich 32 18 0 30 Nov 2016
LCNN: Lookup-based Convolutional Neural Network Hessam Bagherinezhad Mohammad Rastegari Ali Farhadi 18 90 0 20 Nov 2016
Fast Video Classification via Adaptive Cascading of Deep Models Haichen Shen Seungyeop Han Matthai Philipose Arvind Krishnamurthy 36 78 0 20 Nov 2016
Loss-aware Binarization of Deep Networks Lu Hou Quanming Yao James T. Kwok MQ 32 220 0 05 Nov 2016
Accelerating Deep Convolutional Networks using low-precision and sparsity Ganesh Venkatesh Eriko Nurvitadhi Debbie Marr 36 135 0 02 Oct 2016
Quantized Neural Networks: Training Neural Networks with Low Precision Weights and Activations Itay Hubara Matthieu Courbariaux Daniel Soudry Ran El-Yaniv Yoshua Bengio MQ 54 1,850 0 22 Sep 2016
Ternary Neural Networks for Resource-Efficient AI Applications Hande Alemdar V. Leroy Adrien Prost-Boucle F. Pétrot 24 204 0 01 Sep 2016
Pruning Filters for Efficient ConvNets Hao Li Asim Kadav Igor Durdanovic H. Samet H. Graf 3DPC 123 3,669 0 31 Aug 2016
Recurrent Neural Networks With Limited Numerical Precision Joachim Ott Zhouhan Lin Yanzhe Zhang Shih-Chii Liu Yoshua Bengio MQ 40 77 0 24 Aug 2016
Local Binary Convolutional Neural Networks Felix Juefei Xu Vishnu Boddeti Marios Savvides MQ 32 251 0 22 Aug 2016
Local Feature Detectors, Descriptors, and Image Representations: A Survey Yusuke Uchida 45 13 0 28 Jul 2016
DeepBinaryMask: Learning a Binary Mask for Video Compressive Sensing Michael Iliadis L. Spinoulas Aggelos K. Katsaggelos 39 74 0 12 Jul 2016
YodaNN: An Architecture for Ultra-Low Power Binary-Weight CNN Acceleration Renzo Andri Lukas Cavigelli D. Rossi Luca Benini 23 196 0 17 Jun 2016
Structured Convolution Matrices for Energy-efficient Deep learning R. Appuswamy T. Nayak John V. Arthur S. K. Esser P. Merolla J. McKinstry T. Melano M. Flickner D. Modha 38 11 0 08 Jun 2016
Deep neural networks are robust to weight binarization and other non-linear distortions P. Merolla R. Appuswamy John V. Arthur S. K. Esser D. Modha OOD MQ 25 96 0 07 Jun 2016
Ristretto: Hardware-Oriented Approximation of Convolutional Neural Networks Philipp Gysel 29 127 0 20 May 2016
Ternary Weight Networks Fengfu Li Bin Liu Xiaoxing Wang Bo Zhang Junchi Yan MQ 43 522 0 16 May 2016
Fixed Point Quantization of Deep Convolutional Networks D. Lin S. Talathi V. Annapureddy MQ 44 812 0 19 Nov 2015
UA-DETRAC: A New Benchmark and Protocol for Multi-Object Detection and Tracking Longyin Wen Dawei Du Zhaowei Cai Zhen Lei Ming-Ching Chang H. Qi Jongwoo Lim Ming-Hsuan Yang Siwei Lyu VOT 41 565 0 13 Nov 2015
Mining Mid-level Visual Patterns with Deep CNN Activations Yao Li Lingqiao Liu Chunhua Shen Anton Van Den Hengel 35 54 0 21 Jun 2015
Computational Cost Reduction in Learned Transform Classifications E. Machado C. Miosso R. V. Borries Murilo Coutinho P. Berger Thiago Marques R. Jacobi 38 3 0 26 Apr 2015